Engagement in mobile phone app for self-monitoring of emotional wellbeing predicts changes in mental health: MoodPrism
Abstract
Background Mobile apps are being used increasingly for mental health purposes, but evidence of their efficacy remains limited. The mechanisms underlying any effects of such apps are also unclear. This study examined the effectiveness of a self-monitoring mobile phone app by investigating the relationships between app engagement and mental health outcomes.Method Participants downloaded the MoodPrism app from the iOS and Android app stores, completing in-app assessments at start of use and again 30days later. The app prompted participants daily to complete a short mood questionnaire and formulated their responses into a mood diary. Data from 234 assessment completers (73% female; M age = 34.8 years) were analysed via hierarchical and mediation regressions.Results In this community sample, app engagement ratings predicted decreases in depression and anxiety, and increases in mental well-being. These effects were mediated by increases in emotional self-awareness, but only for participants who were clinically depressed or anxious at the time of the baseline assessment. Mental health literacy and coping self-efficacy did not play mediating roles.Limitations Findings suggest that other influential mediators may have not been measured, and future studies could verify the findings by using alternative methodologies, such as comparison with a control group.Conclusions Engaging with an emotional wellbeing self-monitoring app may reduce depressive and anxious symptoms, and increase mental well-being. Increases in emotional self-awareness may mediate these changes in clinical populations, and further research is needed to reveal other mechanisms that mental health apps can utilize.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Some studies suggest that self-monitoring of stress can reduce stress and depression by enhancing emotional self-awareness and regulation.
“While some studies suggest that self-monitoring of stress can reduce stress and depression by enhancing emotional self-awareness and regulation (e.g. Bakker and Rickard 2018)”
From Effects of a Personalized Stress Management Intervention on Maternal Mental Health: A Randomized Clinical Trial. (2025) · cites this paper as Bakker and Rickard 2018
Cites
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.51.6.1173 · Cited by 91,542 · see citing works
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532 · see citing works
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · see citing works
(2013) · Cited by 44,563 · see citing works
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765 · see citing works
Discovering Statistics Using SPSS
Field, A. P., & Miles, J. N. V. (2000) · Medical Entomology and Zoology · Cited by 28,268 · see citing works
Draper, N. R., & Smith, H. (2005) · Technometrics · doi:10.1198/tech.2005.s303 · Cited by 17,993 · see citing works
Reconsidering Baron and Kenny: myths and truths about mediation analysis
Zhao, X., Lynch, J. G., & Chen, Q. (2010) · Journal of Consumer Research · doi:10.1086/651257 · Cited by 12,583 · see citing works
Perceived self-efficacy in cognitive development and functioning
Bandura, A. (1993) · Educational Psychologist · doi:10.1207/s15326985ep2802_3 · Cited by 7,655 · see citing works
The Warwick-Edinburgh Mental Well-being Scale (WEMWBS): development and UK validation
Tennant, R., Hiller, L., Fishwick, R., Platt, S., Joseph, S., Weich, S., Parkinson, J., Secker, J., & Stewart-Brown, S. (2007) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-5-63 · Cited by 5,031 · see citing works
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Löwe, B. (2010) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2010.03.006 · Cited by 4,057 · see citing works
TESTING FOR SERIAL CORRELATION IN LEAST SQUARES REGRESSION. II
Durbin, J., & Watson, G. S. (1951) · Biometrika · doi:10.1093/biomet/38.1-2.159 · Cited by 3,636 · see citing works
Jorm, A. F., Korten, A. E., Jacomb, P. A., Christensen, H., Rodgers, B., & Pollitt, P. (1997) · Medical Journal of Australia · doi:10.5694/j.1326-5377.1997.tb140071.x · Cited by 2,585 · see citing works
Hayes, A. F., & Rockwood, N. J. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.11.001 · Cited by 2,350 · see citing works
Analysing controlled trials with baseline and follow up measurements
Vickers, A. J., & Altman, D. G. (2001) · BMJ · doi:10.1136/bmj.323.7321.1123 · Cited by 2,116 · see citing works
Webb, T. L., Miles, E., & Sheeran, P. (2012) · Psychological Bulletin · doi:10.1037/a0027600 · Cited by 2,006 · see citing works
Manea, L., Gilbody, S., & McMillan, D. (2012) · Canadian Medical Association Journal · doi:10.1503/cmaj.110829 · Cited by 1,966 · see citing works
Plummer, F., Manea, L., Trepel, D., & McMillan, D. (2016) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2015.11.005 · Cited by 1,882 · see citing works
Smartphones for smarter delivery of mental health programs: A systematic review
Donker, T., Petrie, K., Proudfoot, J., Clarke, J., Birch, M.-R., & Christensen, H. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2791 · Cited by 1,136 · see citing works
Barrett, L. F., Gross, J., Christensen, T. C., & Benvenuto, M. (2001) · Cognition & Emotion · doi:10.1080/02699930143000239 · Cited by 1,077 · see citing works
A validity and reliability study of the coping self‐efficacy scale
Chesney, M. A., Neilands, T. B., Chambers, D. B., Taylor, J. M., & Folkman, S. (2006) · British Journal of Health Psychology · doi:10.1348/135910705x53155 · Cited by 942 · see citing works
Mental Health Smartphone Apps: Review and Evidence-Based Recommendations for Future Developments
Bakker, D., Kazantzis, N., Rickwood, D., & Rickard, N. (2016) · JMIR Mental Health · doi:10.2196/mental.4984 · Cited by 886 · see citing works
Self-citationDevelopment and validation of the user version of the Mobile application rating scale (uMARS)
Stoyanov, S. R., Hides, L., Kavanagh, D. J., & Wilson, H. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5849 · Cited by 872 · see citing works
Mindfulness and its relationship to emotional regulation
Hill, C. L. M., & Updegraff, J. A. (2012) · Emotion · doi:10.1037/a0026355 · Cited by 580 · see citing works
Psychoeducation for depression, anxiety and psychological distress: a meta-analysis
Donker, T., Griffiths, K. M., Cuijpers, P., & Christensen, H. (2009) · BMC Medicine · doi:10.1186/1741-7015-7-79 · Cited by 542 · see citing works
National Survey of Mental Health and Wellbeing: Summary of Results
(2008) · PsycEXTRA Dataset · doi:10.1037/e681292012-001 · Cited by 525 · see citing works
Mental Health Mobile Apps for Preadolescents and Adolescents: A Systematic Review.
Grist, R., Porter, J., & Stallard, P. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7332 · Cited by 518 · see citing works
Ehlers, A., Clark, D. M., Hackmann, A., McManus, F., Fennell, M., Herbert, C., & Mayou, R. (2003) · Archives of General Psychiatry · doi:10.1001/archpsyc.60.10.1024 · Cited by 485 · see citing works
Haga, S. M., Kraft, P., & Corby, E.-K. (2007) · Journal of Happiness Studies · doi:10.1007/s10902-007-9080-3 · Cited by 455 · see citing works
Howells, A., Ivtzan, I., & Eiroa-Orosa, F. J. (2016) · Journal of Happiness Studies · doi:10.1007/s10902-014-9589-1 · Cited by 407 · see citing works
Kauer, S. D., Reid, S. C., Crooke, A. H. D., Khor, A., Hearps, S. J. C., Jorm, A. F., Sanci, L., & Patton, G. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1858 · Cited by 404 · see citing works
Mobile Therapy: Case Study Evaluations of a Cell Phone Application for Emotional Self-Awareness
Morris, M. E., Kathawala, Q., Leen, T. K., Gorenstein, E. E., Guilak, F., Labhard, M., & Deleeuw, W. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1371 · Cited by 384 · see citing works
Testing for Serial Correlation in Least Squares Regression. II
Durbin, J., & Watson, G. S. (1951) · Biometrika · doi:10.2307/2332325 · Cited by 380 · see citing works
The Use and Effectiveness of Mobile Apps for Depression: Results From a Fully Remote Clinical Trial
Arean, P. A., Hallgren, K. A., Jordan, J. T., Gazzaley, A., Atkins, D. C., Heagerty, P. J., & Anguera, J. A. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.6482 · Cited by 376 · see citing works
The Therapeutic Relationship in E-Therapy for Mental Health: A Systematic Review
Sucala, M., Schnur, J. B., Constantino, M. J., Miller, S. J., Brackman, E. H., & Montgomery, G. H. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2084 · Cited by 344 · see citing works
A Systematic Review of Cognitive Behavioral Therapy and Behavioral Activation Apps for Depression
Huguet, A., Rao, S., McGrath, P. J., Wozney, L., Wheaton, M., Conrod, J., & Rozario, S. (2016) · PLOS ONE · doi:10.1371/journal.pone.0154248 · Cited by 328 · see citing works
Donker, T., van Straten, A., Marks, I., & Cuijpers, P. (2011) · Psychiatry Research · doi:10.1016/j.psychres.2011.01.016 · Cited by 273 · see citing works
Van Ameringen, M., Turna, J., Khalesi, Z., Pullia, K., & Patterson, B. (2017) · Depression and Anxiety · doi:10.1002/da.22657 · Cited by 234 · see citing works
Anxiety: There is an app for that. A systematic review of anxiety apps: SUCALA et al.
Sucala, M., Cuijpers, P., Muench, F., Cardoș, R., Soflau, R., Dobrean, A., Achimas-Cadariu, P., & David, D. (2017) · Depression and Anxiety · doi:10.1002/da.22654 · Cited by 232 · see citing works
van Os, J., Verhagen, S., Marsman, A., Peeters, F., Bak, M., Marcelis, M., Drukker, M., Reininghaus, U., Jacobs, N., Lataster, T., et al. (2017) · Depression and Anxiety · doi:10.1002/da.22647 · Cited by 230 · see citing works
Measuring patient attributes and engagement in treatment
Joe, G. W., Broome, K. M., Rowan‐Szal, G. A., & Simpson, D. D. (2002) · Journal of Substance Abuse Treatment · doi:10.1016/s0740-5472(02)00232-5 · Cited by 223 · see citing works
The digital placebo effect: mobile mental health meets clinical psychiatry
Torous, J., & Firth, J. (2016) · The Lancet Psychiatry · doi:10.1016/s2215-0366(15)00565-9 · Cited by 200 · see citing works
Using Homework Assignments in Cognitive Behavior Therapy
(2005) · doi:10.4324/9780203499825 · Cited by 195 · see citing works
Versluis, A., Verkuil, B., Spinhoven, P., van der Ploeg, M. M., & Brosschot, J. F. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5642 · Cited by 186 · see citing works
Holdsworth, E., Bowen, E., Brown, S., & Howat, D. (2014) · Clinical Psychology Review · doi:10.1016/j.cpr.2014.06.004 · Cited by 172 · see citing works
Birney, A. J., Gunn, R., Russell, J. K., & Ary, D. V. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4231 · Cited by 159 · see citing works
Warwick-Edinburgh Mental Well-Being Scale
Tennant, R., Hiller, L., Fishwick, R., Platt, S. D., Joseph, S., Weich, S., Parkinson, J., Secker, J., & Stewart-Brown, S. L. (2007) · PsycTESTS Dataset · doi:10.1037/t01628-000 · Cited by 139 · see citing works
Dubad, M., Winsper, C., Meyer, C., Livanou, M., & Marwaha, S. (2017) · Psychological Medicine · doi:10.1017/s0033291717001659 · Cited by 120 · see citing works
Rickard, N., Arjmand, H.-A., Bakker, D., & Seabrook, E. (2016) · JMIR Mental Health · doi:10.2196/mental.6202 · Cited by 118 · see citing works
Self-citationCommon and specific emotion-related predictors of anxious and depressive symptoms in youth
Suveg, C., Hoffman, B., Zeman, J. L., & Thomassin, K. (2009) · Child Psychiatry and Human Development · doi:10.1007/s10578-008-0121-x · Cited by 101 · see citing works
Using self-monitoring: implementation of collaborative empiricism in cognitive-behavioral therapy
Cohen, J. S., Edmunds, J. M., Brodman, D. M., Benjamin, C. L., & Kendall, P. C. (2013) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2012.06.002 · Cited by 93 · see citing works
Schwartz, S., Schultz, S., Reider, A., & Saunders, E. F. H. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.11.013 · Cited by 90 · see citing works
O’Toole, M. S., Jensen, M. B., Fentz, H. N., Zachariae, R., & Hougaard, E. (2014) · Cognitive Therapy and Research · doi:10.1007/s10608-014-9611-2 · Cited by 81 · see citing works
Stoll, R. D., Piña, A., Gary, K. A., & Amresh, A. (2017) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2016.11.002 · Cited by 64 · see citing works
Whittaker, R., Stasiak, K., McDowell, H., Doherty, I., Shepherd, M., Chua, S., Dorey, E., Parag, V., Ameratunga, S., Rodgers, A., et al. (2017) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12753 · Cited by 64 · see citing works
Bidargaddi, N. P., Musiat, P., Winsall, M., Vogl, G., Blake, V., Quinn, S. J., Orlowski, S., Antezana, G., & Schrader, G. D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6775 · Cited by 61 · see citing works
Carpenter, J. M., Crutchley, P., Zilca, R., Schwartz, H. A., Smith, L. K., Cobb, A. M., & Parks, A. C. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5725 · Cited by 60 · see citing works
Mechanisms of change in cognitive therapy of depression
Jarrett, R. B., & Nelson, R. O. (1987) · Behavior Therapy · doi:10.1016/s0005-7894(87)80017-5 · Cited by 56 · see citing works
Quality of Smartphone Apps Related to Panic Disorder
Van Singer, M., Chatton, A., & Khazaal, Y. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00096 · Cited by 43 · see citing works
Symptom self-monitoring in the treatment of posttraumatic stress disorder
Tarrier, N., Sommerfield, C., Reynolds, M., & Pilgrim, H. (1999) · Behavior Therapy · doi:10.1016/s0005-7894(99)80027-6 · Cited by 42 · see citing works
A prospective study of panic and anxiety in agoraphobia with panic disorder
Başoǧlu, M., Marks, I. M., & Şengün, S. (1992) · British Journal of Psychiatry · doi:10.1192/bjp.160.1.57 · Cited by 40 · see citing works
Use of Computer and Mobile Technologies in the Treatment of Depression
Callan, J. A., Wright, J. H., Siegle, G. J., Howland, R. H., & Kepler, B. B. (2016) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2016.10.002 · Cited by 39 · see citing works
The use of homework in behavior therapy for anxiety disorders
Huppert, J. D., Roth Ledley, D., & Foa, E. B. (2006) · Journal of Psychotherapy Integration · doi:10.1037/1053-0479.16.2.128 · Cited by 36 · see citing works
Relations Among Children's Coping Strategies and Anxiety: The Mediating Role of Coping Efficacy
Thorne, K. J., Andrews, J. J. W., & Nordstokke, D. (2013) · The Journal of General Psychology · doi:10.1080/00221309.2013.792235 · Cited by 34 · see citing works
Lauritsen, L., Andersen, L., Olsson, E. C., Søndergaard, S. R., Nørregaard, L. B., Løventoft, P. K., Svendsen, S. D., Frøkjær, E., Jensen, H. M., Hageman, I., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6673 · Cited by 33 · see citing works
Kazantzis, N., Cronin, T. J., Norton, P. J., Lai, J., & Hofmann, S. G. (2015) · Journal of Clinical Psychology · doi:10.1002/jclp.22178 · Cited by 21 · see citing works
Martin, G., & Goldney, R. D. (1997) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.1997.tb138691.x · Cited by 14 · see citing works
Kazantzis, N., Ronan, K., Deane, F. P., & Lampropoulos, G. K. (2005) · Acquire (CQUniversity) · Cited by 1 · see citing works
Development of reliable and valid short forms of the Marlowe - Crowne Social Desirability Scale
Reynolds, W. M. (1982) · Journal of Clinical Psychology · doi:10.1002/1097-4679(198201)38:1
Flagged first, then by citations
Cited by
Sorted by citations
Borghouts, J., Eikey, E., Mark, G., De Leon, C., Schueller, S. M., Schneider, M., Stadnick, N., Zheng, K., Mukamel, D., & Sorkin, D. H. (2021) · Journal of Medical Internet Research · doi:10.2196/24387 · Cited by 1,069 · see citing works
Wei, Y., Zheng, P., Deng, H., Wang, X., Li, X., & Fu, H. (2020) · Journal of Medical Internet Research · doi:10.2196/21687 · Cited by 238 · see citing works
Bidargaddi, N., Almirall, D., Murphy, S., Nahum-Shani, I., Kovalcik, M., Pituch, T., Maaieh, H., & Strecher, V. (2018) · JMIR mHealth and uHealth · doi:10.2196/10123 · Cited by 189 · see citing works
A randomized controlled trial of three smartphone apps for enhancing public mental health
Bakker, D., Kazantzis, N., Rickwood, D., & Rickard, N. (2018) · Behaviour Research and Therapy · doi:10.1016/j.brat.2018.08.003 · Cited by 176 · see citing works
Self-citationEisenstadt, M., Liverpool, S., Infanti, E., Ciuvat, R. M., & Carlsson, C. (2021) · JMIR Mental Health · doi:10.2196/31170 · Cited by 185 · see citing works
Using Health and Well-Being Apps for Behavior Change: A Systematic Search and Rating of Apps
McKay, F. H., Wright, A., Shill, J., Stephens, H., & Uccellini, M. (2019) · JMIR mhealth and uhealth · doi:10.2196/11926 · Cited by 180 · see citing works
Litvin, S., Saunders, R., Maier, M. A., & Lüttke, S. (2020) · PLOS ONE · doi:10.1371/journal.pone.0237220 · Cited by 177 · see citing works
“For instance, approximately 83% of participants did not complete the study protocol in a recent app-based mood diary study with a follow-up period of 1-month (similar to the present study) [78].”
BackgroundWadley, G., Smith, W., Koval, P., & Gross, J. J. (2020) · Current Directions in Psychological Science · doi:10.1177/0963721420920592 · Cited by 150 · see citing works
Designing for Emotion Regulation Interventions: An Agenda for HCI Theory and Research
Slovak, P., Antle, A., Theofanopoulou, N., Daudén Roquet, C., Gross, J., & Isbister, K. (2023) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3569898 · Cited by 142 · see citing works
Althammer, S. E., Reis, D., van der Beek, S., Beck, L., & Michel, A. (2021) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12346 · Cited by 151 · see citing works
MindfulDiary: Harnessing Large Language Model to Support Psychiatric Patients' Journaling
Kim, T., Bae, S., Kim, H. A., Lee, S. H., Hong, H., Yang, C.-M., & Kim, Y. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642937 · Cited by 123 · see citing works
Chan, A. H. Y., & Honey, M. L. L. (2021) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12744 · Cited by 113 · see citing works
Throuvala, M. A., Griffiths, M., Rennoldson, M., & Kuss, D. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17134842 · Cited by 105 · see citing works
iHealth: The ethics of artificial intelligence and big data in mental healthcare
Rubeis, G. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100518 · Cited by 101 · see citing works
Review of Use of Asynchronous Technologies Incorporated in Mental Health Care
Chan, S. R., Li, L., Torous, J. B., Gratzer, D., & Yellowlees, P. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0954-3 · Cited by 90 · see citing works
Marshall, J. M., Dunstan, D. A., & Bartik, W. J. (2019) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867419876700 · Cited by 84 · see citing works
Hilty, D. M., Torous, J. B., Parish, M. B., Chan, S. R., Xiong, G. L., Scher, L. M., & Yellowlees, P. (2020) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2020.0054 · Cited by 81 · see citing works
Goldberg, S. B., Sun, S., Carlbring, P., & Torous, J. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00923-7 · Cited by 75 · see citing works
A Chatbot System for Mental Healthcare Based on SAT Counseling Method
Kamita, T., Ito, T., Matsumoto, A., Munakata, T., & Inoue, T. (2019) · Mobile Information Systems · doi:10.1155/2019/9517321 · Cited by 69 · see citing works
Bakker, D., & Rickard, N. S. (2019) · Australian Psychologist · doi:10.1111/ap.12383 · Cited by 72 · see citing works
Self-citationUnderstanding Mental Health App Use Among Community College Students: Web-Based Survey Study
Borghouts, J. W., Eikey, E. V., Mark, G. J., Leon, C. D., Schueller, S. M., Schneider, M. L., Stadnick, N. A., Zheng, K., Mukamel, D. B., & Sorkin, D. H. (2021) · Journal of Medical Internet Research · doi:10.2196/27745 · Cited by 62 · see citing works
Mertens, E. C. A., Deković, M., van Londen, M., & Reitz, E. (2022) · Prevention Science · doi:10.1007/s11121-022-01345-9 · Cited by 81 · see citing works
Nepal, S. K., Pillai, A., Campbell, W., Massachi, T., Choi, E. S., Xu, X., Kuc, J., Huckins, J. F., Holden, J. L., Depp, C. A., et al. (2024) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3613905.3650767 · Cited by 65 · see citing works
Patients’ reasons for non-use of digital patient-reported outcome concepts: A scoping review
Nielsen, A. S., Kidholm, K., & Kayser, L. (2020) · Health Informatics Journal · doi:10.1177/1460458220942649 · Cited by 58 · see citing works
Cognitive offloading or cognitive overload? How AI alters the mental architecture of coping
Chirayath, G., Premamalini, K., & Joseph, J. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1699320 · Cited by 58 · see citing works
Generalization and Personalization of Mobile Sensing-Based Mood Inference Models
Meegahapola, L., Droz, W., Kun, P., de Götzen, A., Nutakki, C., Diwakar, S., Correa, S. R., Song, D., Xu, H., Bidoglia, M., et al. (2022) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3569483 · Cited by 67 · see citing works
Beames, J. R., Kikas, K., & Werner‐Seidler, A. (2021) · BMC Psychology · doi:10.1186/s40359-021-00614-6 · Cited by 50 · see citing works
Nepal, S. K., Pillai, A., Campbell, W., Massachi, T., Heinz, M. V., Kunwar, A., Choi, E. S., Xu, X., Kuc, J., Huckins, J. F., et al. (2024) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3699761 · Cited by 54 · see citing works
Research Trends on Mobile Mental Health Application for General Population: A Scoping Review
Hwang, W. J., Ha, J. S., & Kim, M. J. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18052459 · Cited by 47 · see citing works
Connected Mental Health: Systematic Mapping Study
(2020) · doi:10.2196/19950 · Cited by 33 · see citing works
Interactive Technologies for Emotion Regulation Training: A Scoping Review
Sadka, O., & Antle, A. N. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2022.102906 · Cited by 37 · see citing works
Magallón-Botaya, R. M., Méndez-López, F., Oliván‐Blázquez, B., Ayçaguer, L. C. S., Lerma‐Irureta, D., & Bartolomé-Moreno, C. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1007238 · Cited by 35 · see citing works
The Utility of a Mental Health App in Apprentice Workers: A Pilot Study
Deady, M., Glozier, N., Collins, D., Einboden, R., Lavender, I., Wray, A., Gayed, A., Calvo, R. A., Christensen, H. M., Harvey, S. B., et al. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.00389 · Cited by 31 · see citing works
Kavitha, K., Joshith, V. P., & Sharma, S. (2024) · E-Learning and Digital Media · doi:10.1177/20427530241259099 · Cited by 32 · see citing works
Ong, W. Y., & Sündermann, O. (2022) · JMIR mhealth and uhealth · doi:10.2196/41800 · Cited by 32 · see citing works
Forman‐Hoffman, V. L., Flom, M., Mariano, T. Y., Chiauzzi, E. J., Williams, A. A. A., Kirvin-Quamme, A., Pajarito, S., Durden, E., & Perski, O. (2023) · Journal of Medical Internet Research · doi:10.2196/47198 · Cited by 36 · see citing works
Auf, H., Dagman, J., Renström, S., & Chaplin, J. E. (2021) · Proceedings of the Design Society · doi:10.1017/pds.2021.426 · Cited by 31 · see citing works
Increasing mobile health application usage among Generation Z members: evidence from the UTAUT model
Aydın, G. (2023) · International Journal of Pharmaceutical and Healthcare Marketing · doi:10.1108/ijphm-02-2021-0030 · Cited by 33 · see citing works
Content and Usability Evaluation of Medication Adherence Mobile Applications for Use in Pediatrics
Carmody, J. K., Denson, L. A., & Hommel, K. A. (2018) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsy086 · Cited by 28 · see citing works
Aydın, G., & Silahtaroğlu, G. (2021) · PLoS ONE · doi:10.1371/journal.pone.0244302 · Cited by 31 · see citing works
Toh, S. H. Y., Tan, J. H. Y., Kosasih, F. R., & Sündermann, O. (2022) · JMIR Formative Research · doi:10.2196/40723 · Cited by 25 · see citing works
Glauser, G., Ali, Z. S., Gardiner, D., Ramayya, A. G., Pessoa, R., Grady, M. S., Welch, W. C., Zager, E. L., Sim, E., Haughey, V., et al. (2019) · mHealth · doi:10.21037/mhealth.2019.09.01 · Cited by 25 · see citing works
Tlachac, M., Flores, R., Reisch, M., Houskeeper, K., & Rundensteiner, E. A. (2022) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3534596 · Cited by 24 · see citing works
Kim, S., & Lee, K. (2021) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s339412 · Cited by 25 · see citing works
Kajitani, K., Higashijima, I., Kaneko, K., Matsushita, T., Fukumori, H., & Kim, D. (2020) · PLOS ONE · doi:10.1371/journal.pone.0239592 · Cited by 22 · see citing works
“In addition, the authors found that the app increased the mental well-being scale score and that these effects were mediated by increases in ESA [43].”
Scherr, S., & Goering, M. (2019) · Health Communication · doi:10.1080/10410236.2019.1606135 · Cited by 22 · see citing works
Palmer, K. M., & Burrows, V. (2020) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-020-00160-9 · Cited by 21 · see citing works
Conversational Agents for Mental Health and Wellbeing
Callejas, Z., & Griol, D. (2021) · Logic, argumentation & reasoning · doi:10.1007/978-3-030-61438-6_11 · Cited by 22 · see citing works
Rahmani, A. M., Lai, J., Jafarlou, S., Azimi, I., Yunusova, A., Rivera, A. P., Labbaf, S., Anzanpour, A., Dutt, N. D., Jain, R., et al. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.933587 · Cited by 23 · see citing works
A collaborative realist review of remote measurement technologies for depression in young people
Walsh, A. E. L., Naughton, G., Sharpe, T., Zajkowska, Z., Malys, M. K., van Heerden, A. C., & Mondelli, V. (2024) · Nature Human Behaviour · doi:10.1038/s41562-023-01793-5 · Cited by 26 · see citing works
Aizenstros, A., Bakker, D., Hofmann, S. G., Curtiss, J. E., & Kazantzis, N. (2020) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465820000922 · Cited by 21 · see citing works
Self-citationSivan, M., Lawrence, R. R., & O'Brien, P. (2023) · JMIR Human Factors · doi:10.2196/48632 · Cited by 20 · see citing works
Bai, S., Babeva, K. N., Kim, M. I., & Asarnow, J. R. (2020) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2020.1815208 · Cited by 21 · see citing works
McCue, M., Blair, C., Fehnert, B., King, J., Cormack, F., Sarkey, S., Eramo, A., Kabir, C., Khatib, R., & Kemp, D. (2022) · JMIR Formative Research · doi:10.2196/34923 · Cited by 19 · see citing works
Marshall, J. M., Dunstan, D. A., & Bartik, W. (2020) · JMIR Research Protocols · doi:10.2196/17159 · Cited by 24 · see citing works
Interactive Technologies for Emotion-regulation Training: Opportunities and Challenges
Sadka, O., & Antle, A. N. (2020) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3334480.3382894 · Cited by 19 · see citing works
Throuvala, M. A., Griffiths, M. D., Rennoldson, M., & Kuss, D. J. (2021) · Frontiers in Education · doi:10.3389/feduc.2021.648512 · Cited by 19 · see citing works
Marshall, J. M., Dunstan, D. A., & Bartik, W. J. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.775775 · Cited by 19 · see citing works
Hsu, P.-C., Chang, I.-H., & Chen, R.-S. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16224448 · Cited by 19 · see citing works
Original Research Article: Mobile Apps for Mental Health: a content analysis
Islam, M. A., & Choudhury, N. (2020) · Indian Journal of Mental Health(IJMH) · doi:10.30877/ijmh.7.3.2020.222-229 · Cited by 18 · see citing works
Mobile well-being in pregnancy: suggestions from a quasi-experimental controlled study
Carissoli, C., Gasparri, D., Riva, G., & Villani, D. (2021) · Behaviour and Information Technology · doi:10.1080/0144929x.2021.1894484 · Cited by 18 · see citing works
User engagement with organizational mHealth stress management intervention – A mixed methods study
Kowalski, L., Finnes, A., Koch, S., & Bujacz, A. (2024) · Internet Interventions · doi:10.1016/j.invent.2023.100704 · Cited by 20 · see citing works
Hooker, S. A., Masters, K. S., & Ranby, K. W. (2020) · Psychology of sport and exercise · doi:10.1016/j.psychsport.2020.101704 · Cited by 17 · see citing works
Current challenges for evaluating mobile health applications
Alon, N., & Torous, J. B. (2022) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocac244 · Cited by 17 · see citing works
Falola, H. O., Ogueyungbo, O., Adeniji, A. A., & Adesina, E. (2022) · Sustainability · doi:10.3390/su14073850 · Cited by 17 · see citing works
Whelan, M., Velardo, C., Rutter, H., Tarassenko, L., & Farmer, A. A. (2019) · JMIR mhealth and uhealth · doi:10.2196/14946 · Cited by 15 · see citing works
Defining, and understanding commitment to, activity streaks
Weathers, D., & Poehlman, T. A. (2023) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-023-00944-4 · Cited by 16 · see citing works
Shahsavar, Y., & Choudhury, A. (2025) · PLoS ONE · doi:10.1371/journal.pone.0319983 · Cited by 16 · see citing works
Eagle, T., Mehrotra, A., Sharma, A., Zuniga, A., & Whittaker, S. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555155 · Cited by 16 · see citing works
Kosasih, F. R., Yee, V. T. S., Toh, S. H. Y., & Sündermann, O. (2023) · PLOS Digital Health · doi:10.1371/journal.pdig.0000095 · Cited by 15 · see citing works
Jin, S., Kim, B., & Han, K. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713732 · Cited by 15 · see citing works
Wang, J., Rogge, A. A., Armour, M., Smith, C. A., D’Adamo, C. R., Pischke, C. R., Yen, H., Wu, M., Moré, A. O. O., Witt, C. M., et al. (2019) · JMIR mhealth and uhealth · doi:10.2196/14661 · Cited by 15 · see citing works
Kulakli, A., & Shubina, I. (2020) · JMIR mhealth and uhealth · doi:10.2196/19391 · Cited by 15 · see citing works
Chung, K., Park, J. Y., Joung, D., & Jhung, K. (2019) · JMIR mhealth and uhealth · doi:10.2196/14657 · Cited by 14 · see citing works
Insights From Longitudinal Evaluation of Moodie Mental Health App
Alslaity, A., Chan, G., Orji, R., & Wilson, R. (2022) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3491101.3519851 · Cited by 14 · see citing works
Enhancing the scalability of the collaborative care model for depression using mobile technology
Carleton, K. E., Patel, U. B., Stein, D., Mou, D., Mallow, A., & Blackmore, M. A. (2020) · Translational Behavioral Medicine · doi:10.1093/tbm/ibz146 · Cited by 14 · see citing works
Przybylko, G., Morton, D. P., Morton, J. K., & Renfrew, M. E. (2021) · JMIR Mental Health · doi:10.2196/29866 · Cited by 13 · see citing works
Feedback About a Person’s Social Context - Personal Networks and Daily Social Interactions
Stadel, M., Stulp, G., Langener, A. M., Elmer, T., van Duijn, M. A. J., & Bringmann, L. F. (2023) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-023-01293-8 · Cited by 13 · see citing works
Dissanayake, V., Tang, V., Elvitigala, D. S., Wen, E., Wu, M., & Nanayakkara, S. C. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3546738 · Cited by 12 · see citing works
Feasibility and acceptability of a mobile app for prolonged grief disorder symptoms
Aeschlimann, A., Gordillo, N., Ueno, T., Maercker, A. R. A., & Killikelly, C. (2024) · Clinical Psychology in Europe · doi:10.32872/cpe.10881 · Cited by 12 · see citing works
Guracho, Y. D., Thomas, S. J., & Win, K. T. (2024) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2024.105628 · Cited by 14 · see citing works
Digital Phenotyping to Quantify Psychosocial Well-Being Trajectories After Spinal Cord Injury
Mercier, H. W., Hamner, J. W., Torous, J. B., Onnela, J.-P. “., & Taylor, J. A. (2020) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/phm.0000000000001506 · Cited by 12 · see citing works
Mobile Applications for stress management
Anagnostou, M., & Drigas, A. S. (2022) · Scientific Electronic Archives · doi:10.36560/15220221507 · Cited by 12 · see citing works
Eisenstadt, M., Liverpool, S., Metaxa, A.-M., Ciuvat, R. M., & Carlsson, C. (2021) · JMIR Formative Research · doi:10.2196/31064 · Cited by 12 · see citing works
Bhattacharjee, A., Haque, S. M. T., Hady, M. A., Alam, S. M. R., Rabbi, M., Kabir, M. A., & Ahmed, S. I. (2021) · JMIR Formative Research · doi:10.2196/27114 · Cited by 11 · see citing works
Sîrbu, V., David, D., Sánchez-López, Á., & Blanco, I. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.10.052 · Cited by 11 · see citing works
Construction, Validation, and Standardization of the Sexual‐DSMapp Application
Delcea, C. (2020) · Psychiatric Research and Clinical Practice · doi:10.1176/appi.prcp.20190047 · Cited by 10 · see citing works
Managing depression in India: Opportunities for a targeted smartphone app
Ramnath, S., & Suri, G. (2021) · International Journal of Social Psychiatry · doi:10.1177/00207640211032253 · Cited by 10 · see citing works
McCallum, M., Ho, A. S., Mitchell, E. S., May, C. N., Behr, H., Ritschel, L. A., Mochrie, K. D., & Michaelides, A. P. (2022) · JMIR Formative Research · doi:10.2196/36794 · Cited by 10 · see citing works
In-Depth Co-Design of Mental Health Monitoring Technologies by People with Lived Experience
Patrickson, B., Musker, M., Thorpe, D., van Kasteren, Y. F., & Bidargaddi, N. (2023) · Future Internet · doi:10.3390/fi15060191 · Cited by 10 · see citing works
Tong, F., Lederman, R., D’Alfonso, S., Berry, K., & Bucci, S. (2025) · Behaviour and Information Technology · doi:10.1080/0144929x.2025.2469672 · Cited by 9 · see citing works
Data absenteeism in digital health technology research for older adults: a systematic review
Bao, H., Wong, Y. J., Singh, N. B., Pai, S. G. S., Pham, B. T. P., Theng, Y. L., & Lee, E. W. J. (2025) · BMC Digital Health · doi:10.1186/s44247-025-00152-w · Cited by 10 · see citing works
Mobile Health Interventions: A Frontier for Mitigating the Global Burden of Cardiovascular Disease
Liaqat, M., Mushtaq, M., Jamil, A., Mushtaq, M. M., Ali, H., Anwar, R., Raza, A., Aslam, A., Tariq, T., Hussain, M., et al. (2024) · Cureus · doi:10.7759/cureus.62157 · Cited by 10 · see citing works
Toward a Theory of Digital Mindfulness: A Case of Smartphone-Based Self-monitoring
Abhari, K., Klase, M., Koobchehr, F., Olivares, F., Pesavento, M., Sosa, L., & Vaghefi, I. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-77750-0_35 · Cited by 9 · see citing works
Integrating Individual and Social Contexts into Self-Reflection Technologies
Bhattacharjee, A., Kulzhabayeva, D., Reza, M., Kumar, H., Seong, E., Wu, X., Rifat, M. R., Bowman, R., Kornfield, R., Mariakakis, A. T., et al. (2023) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3544549.3573803 · Cited by 9 · see citing works
Conceptualising and measuring positive mental health literacy: a systematic literature review
Cresswell‐Smith, J., Solin, P., Wahlbeck, K., & Tamminen, N. (2023) · Journal of Public Mental Health · doi:10.1108/jpmh-12-2022-0128 · Cited by 8 · see citing works
Psychological Burden and Coping Strategies Among Pakistani Adults: A Cross-Sectional Survey Study
Malik, M., Rehman, H., Hussain, A., Hashmi, A., Al-Sunaidar, K. A., Balogh, G., Gajdács, M., & Jamshed, S. Q. (2025) · Epidemiologia · doi:10.3390/epidemiologia6030030 · Cited by 8 · see citing works
Using an ecological momentary assessment protocol to understand problem anger in veterans.
Varker, T., Arjmand, H.-A., Metcalf, O., Cowlishaw, S., O'Donnell, M., Forbes, D., McFarlane, A., Bryant, R., Hopwood, M., Phelps, A., et al. (2022) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2022.101746 · Cited by 7 · see citing works
Tang, J., Wang, L., Luo, T., Wu, S., Wu, Z., Chen, J., Pan, C., Wang, Y., Liu, Y., Luo, Q., et al. (2022) · Mindfulness · doi:10.1007/s12671-022-02019-x · Cited by 8 · see citing works
García‐Holgado, A., Reiris, I. T., Kearney, N., Martinus, C., & García‐Peñalvo, F. J. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-21814-0_4 · Cited by 8 · see citing works
- Authors
- Bakker, D., & Rickard, N.
- Affiliations
- Monash University (AU)
- The University of Melbourne (AU)
- Corresponding author
- Bakker, David
- Venue
- Journal of Affective Disorders
- Publisher
- Elsevier BV
- Published
- 2018-02
- Volume
- 227
- Pages
- 432-442
- ISSN
- 0165-0327 (ISSN-L)
- OpenAlex
- W2767558581
- Cited by
- 231
- References
- 68
- Citations by year
- 2026: 16 · 2025: 47 · 2024: 28 · 2023: 30 · 2022: 37 · 2021: 29 · 2020: 26 · 2019: 14 · 2018: 4
- FWCI
- 13.76
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Affective Disorders (publishedVersion)
- PubMed (publishedVersion)
- Funders
- beyondblue
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- mental health apps, app engagement, self-monitoring, emotional well-being, mood tracking, emotional self-awareness, depression, anxiety, psychological well-being, mental health literacy, coping self-efficacy, mediation
- MeSH terms
- Adult, Anxiety Disorders, Awareness, Depressive Disorder, Emotions, Female, Follow-Up Studies, Humans, Male, Psychometrics, Quality of Life, Surveys and Questionnaires, Self Care, Software, Therapy, Computer-Assisted, Cell Phone, Young Adult, Mobile Applications
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review